YData Profiling Report

Brought to you by YData

Dataset statistics

Number of variables	13
Number of observations	506
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	226.9 KiB
Average record size in memory	459.2 B

Variable types

Text	2
Categorical	4
Numeric	7

Alerts

`Fault ID` has unique values	Unique
`Fault Location (Latitude, Longitude)` has unique values	Unique

Reproduction

Analysis started	2025-07-23 11:51:29.101869
Analysis finished	2025-07-23 11:51:41.780441
Duration	12.68 seconds
Software version	ydata-profiling vv4.16.1
Download configuration	config.json

Fault ID
Text

Unique

Distinct	506
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	30.3 KiB

Length

Max length	4
Median length	4
Mean length	4
Min length	4

Characters and Unicode

Total characters	2024
Distinct characters	11
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	506 ?
Unique (%)	100.0%

Sample

1st row	F001
2nd row	F002
3rd row	F003
4th row	F004
5th row	F005

Value	Count	Frequency (%)
f001	1	0.2%
f018	1	0.2%
f005	1	0.2%
f006	1	0.2%
f007	1	0.2%
f008	1	0.2%
f009	1	0.2%
f010	1	0.2%
f011	1	0.2%
f012	1	0.2%
Other values (496)	496	98.0%

Most occurring characters

Value	Count	Frequency (%)
F	506	25.0%
0	205	10.1%
1	201	9.9%
3	201	9.9%
4	201	9.9%
2	201	9.9%
5	108	5.3%
6	101	5.0%
9	100	4.9%
8	100	4.9%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	2024	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
F	506	25.0%
0	205	10.1%
1	201	9.9%
3	201	9.9%
4	201	9.9%
2	201	9.9%
5	108	5.3%
6	101	5.0%
9	100	4.9%
8	100	4.9%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	2024	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
F	506	25.0%
0	205	10.1%
1	201	9.9%
3	201	9.9%
4	201	9.9%
2	201	9.9%
5	108	5.3%
6	101	5.0%
9	100	4.9%
8	100	4.9%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	2024	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
F	506	25.0%
0	205	10.1%
1	201	9.9%
3	201	9.9%
4	201	9.9%
2	201	9.9%
5	108	5.3%
6	101	5.0%
9	100	4.9%
8	100	4.9%

Fault Type
Categorical

Distinct	3
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Memory size	35.4 KiB

Transformer Failure	171
Overheating	171
Line Breakage	164

Length

Max length	19
Median length	13
Mean length	14.351779
Min length	11

Characters and Unicode

Total characters	7262
Distinct characters	22
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Line Breakage
2nd row	Transformer Failure
3rd row	Overheating
4th row	Line Breakage
5th row	Transformer Failure

Common Values

Value	Count	Frequency (%)
Transformer Failure	171	33.8%
Overheating	171	33.8%
Line Breakage	164	32.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
transformer	171	20.3%
failure	171	20.3%
overheating	171	20.3%
line	164	19.5%
breakage	164	19.5%

Most occurring characters

Value	Count	Frequency (%)
e	1176	16.2%
r	1019	14.0%
a	841	11.6%
i	506	7.0%
n	506	7.0%
g	335	4.6%
	335	4.6%
u	171	2.4%
t	171	2.4%
h	171	2.4%
Other values (12)	2031	28.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	7262	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	1176	16.2%
r	1019	14.0%
a	841	11.6%
i	506	7.0%
n	506	7.0%
g	335	4.6%
	335	4.6%
u	171	2.4%
t	171	2.4%
h	171	2.4%
Other values (12)	2031	28.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	7262	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	1176	16.2%
r	1019	14.0%
a	841	11.6%
i	506	7.0%
n	506	7.0%
g	335	4.6%
	335	4.6%
u	171	2.4%
t	171	2.4%
h	171	2.4%
Other values (12)	2031	28.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	7262	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	1176	16.2%
r	1019	14.0%
a	841	11.6%
i	506	7.0%
n	506	7.0%
g	335	4.6%
	335	4.6%
u	171	2.4%
t	171	2.4%
h	171	2.4%
Other values (12)	2031	28.0%

Fault Location (Latitude, Longitude)
Text

Unique

Distinct	506
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	38.1 KiB

Length

Max length	20
Median length	20
Mean length	19.76087
Min length	16

Characters and Unicode

Total characters	9999
Distinct characters	16
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	506 ?
Unique (%)	100.0%

Sample

1st row	(34.0522, -118.2437)
2nd row	(34.056, -118.245)
3rd row	(34.0525, -118.244)
4th row	(34.055, -118.242)
5th row	(34.0545, -118.243)

Value	Count	Frequency (%)
118.57	3	0.3%
118.1422	3	0.3%
34.1806	2	0.2%
34.8522	2	0.2%
34.5335	2	0.2%
34.7943	2	0.2%
34.9991	2	0.2%
118.3633	2	0.2%
34.668	2	0.2%
118.1915	2	0.2%
Other values (973)	990	97.8%

Most occurring characters

Value	Count	Frequency (%)
1	1409	14.1%
.	1012	10.1%
3	931	9.3%
4	919	9.2%
8	918	9.2%
(	506	5.1%
,	506	5.1%
	506	5.1%
-	506	5.1%
)	506	5.1%
Other values (6)	2280	22.8%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	9999	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
1	1409	14.1%
.	1012	10.1%
3	931	9.3%
4	919	9.2%
8	918	9.2%
(	506	5.1%
,	506	5.1%
	506	5.1%
-	506	5.1%
)	506	5.1%
Other values (6)	2280	22.8%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	9999	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
1	1409	14.1%
.	1012	10.1%
3	931	9.3%
4	919	9.2%
8	918	9.2%
(	506	5.1%
,	506	5.1%
	506	5.1%
-	506	5.1%
)	506	5.1%
Other values (6)	2280	22.8%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	9999	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
1	1409	14.1%
.	1012	10.1%
3	931	9.3%
4	919	9.2%
8	918	9.2%
(	506	5.1%
,	506	5.1%
	506	5.1%
-	506	5.1%
)	506	5.1%
Other values (6)	2280	22.8%

Voltage (V)
Real number (ℝ)

Distinct	303
Distinct (%)	59.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2049.6364

Minimum	1800
Maximum	2300
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.1 KiB

Quantile statistics

Minimum	1800
5-th percentile	1823.25
Q1	1923
median	2058
Q3	2165.75
95-th percentile	2276.75
Maximum	2300
Range	500
Interquartile range (IQR)	242.75

Descriptive statistics

Standard deviation	142.05415
Coefficient of variation (CV)	0.069306999
Kurtosis	-1.1399277
Mean	2049.6364
Median Absolute Deviation (MAD)	118
Skewness	-0.0037190584
Sum	1037116
Variance	20179.38
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1982	5	1.0%
1912	5	1.0%
2092	5	1.0%
2164	4	0.8%
2076	4	0.8%
2206	4	0.8%
2077	4	0.8%
2270	4	0.8%
2201	4	0.8%
2106	4	0.8%
Other values (293)	463	91.5%

Value	Count	Frequency (%)
1800	1	0.2%
1801	1	0.2%
1802	1	0.2%
1803	1	0.2%
1806	1	0.2%
1807	2	0.4%
1808	3	0.6%
1809	1	0.2%
1810	1	0.2%
1811	3	0.6%

Value	Count	Frequency (%)
2300	1	0.2%
2298	3	0.6%
2296	3	0.6%
2295	1	0.2%
2294	2	0.4%
2292	1	0.2%
2290	1	0.2%
2289	4	0.8%
2287	2	0.4%
2284	2	0.4%

Current (A)
Real number (ℝ)

Distinct	71
Distinct (%)	14.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	216.4585

Minimum	180
Maximum	250
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.1 KiB

Quantile statistics

Minimum	180
5-th percentile	183
Q1	197.25
median	218
Q3	235
95-th percentile	248.75
Maximum	250
Range	70
Interquartile range (IQR)	37.75

Descriptive statistics

Standard deviation	21.499787
Coefficient of variation (CV)	0.099325216
Kurtosis	-1.2910485
Mean	216.4585
Median Absolute Deviation (MAD)	19
Skewness	-0.042192256
Sum	109528
Variance	462.24085
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
185	15	3.0%
250	14	2.8%
204	13	2.6%
191	13	2.6%
247	13	2.6%
249	12	2.4%
182	12	2.4%
234	11	2.2%
246	11	2.2%
242	10	2.0%
Other values (61)	382	75.5%

Value	Count	Frequency (%)
180	5	1.0%
181	3	0.6%
182	12	2.4%
183	10	2.0%
184	1	0.2%
185	15	3.0%
186	7	1.4%
187	7	1.4%
188	4	0.8%
189	5	1.0%

Value	Count	Frequency (%)
250	14	2.8%
249	12	2.4%
248	9	1.8%
247	13	2.6%
246	11	2.2%
245	5	1.0%
244	4	0.8%
243	8	1.6%
242	10	2.0%
241	10	2.0%

Power Load (MW)
Real number (ℝ)

Distinct	11
Distinct (%)	2.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	50.011858

Minimum	45
Maximum	55
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.1 KiB

Quantile statistics

Minimum	45
5-th percentile	45
Q1	47
median	50
Q3	53
95-th percentile	55
Maximum	55
Range	10
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	3.1028345
Coefficient of variation (CV)	0.062041976
Kurtosis	-1.1760092
Mean	50.011858
Median Absolute Deviation (MAD)	3
Skewness	-0.051041398
Sum	25306
Variance	9.6275819
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
52	57	11.3%
48	53	10.5%
51	53	10.5%
50	50	9.9%
46	47	9.3%
45	45	8.9%
54	45	8.9%
53	43	8.5%
55	40	7.9%
47	39	7.7%

Value	Count	Frequency (%)
45	45	8.9%
46	47	9.3%
47	39	7.7%
48	53	10.5%
49	34	6.7%
50	50	9.9%
51	53	10.5%
52	57	11.3%
53	43	8.5%
54	45	8.9%

Value	Count	Frequency (%)
55	40	7.9%
54	45	8.9%
53	43	8.5%
52	57	11.3%
51	53	10.5%
50	50	9.9%
49	34	6.7%
48	53	10.5%
47	39	7.7%
46	47	9.3%

Temperature (°C)
Real number (ℝ)

Distinct	21
Distinct (%)	4.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	30.166008

Minimum	20
Maximum	40
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.1 KiB

Quantile statistics

Minimum	20
5-th percentile	21
Q1	25
median	30
Q3	36
95-th percentile	40
Maximum	40
Range	20
Interquartile range (IQR)	11

Descriptive statistics

Standard deviation	6.1183146
Coefficient of variation (CV)	0.20282149
Kurtosis	-1.2537328
Mean	30.166008
Median Absolute Deviation (MAD)	5
Skewness	-0.021171028
Sum	15264
Variance	37.433773
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=21)

Value	Count	Frequency (%)
22	37	7.3%
32	31	6.1%
37	29	5.7%
36	28	5.5%
40	27	5.3%
25	26	5.1%
31	26	5.1%
39	25	4.9%
26	24	4.7%
21	24	4.7%
Other values (11)	229	45.3%

Value	Count	Frequency (%)
20	17	3.4%
21	24	4.7%
22	37	7.3%
23	21	4.2%
24	21	4.2%
25	26	5.1%
26	24	4.7%
27	20	4.0%
28	21	4.2%
29	20	4.0%

Value	Count	Frequency (%)
40	27	5.3%
39	25	4.9%
38	23	4.5%
37	29	5.7%
36	28	5.5%
35	20	4.0%
34	20	4.0%
33	23	4.5%
32	31	6.1%
31	26	5.1%

Wind Speed (km/h)
Real number (ℝ)

Distinct	21
Distinct (%)	4.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	19.73913

Minimum	10
Maximum	30
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.1 KiB

Quantile statistics

Minimum	10
5-th percentile	11
Q1	15
median	19.5
Q3	25
95-th percentile	29
Maximum	30
Range	20
Interquartile range (IQR)	10

Descriptive statistics

Standard deviation	5.8630518
Coefficient of variation (CV)	0.29702685
Kurtosis	-1.1632552
Mean	19.73913
Median Absolute Deviation (MAD)	4.5
Skewness	0.076335592
Sum	9988
Variance	34.375377
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=21)

Value	Count	Frequency (%)
13	37	7.3%
18	31	6.1%
15	31	6.1%
22	30	5.9%
14	29	5.7%
28	28	5.5%
16	25	4.9%
23	25	4.9%
24	24	4.7%
25	23	4.5%
Other values (11)	223	44.1%

Value	Count	Frequency (%)
10	23	4.5%
11	20	4.0%
12	13	2.6%
13	37	7.3%
14	29	5.7%
15	31	6.1%
16	25	4.9%
17	21	4.2%
18	31	6.1%
19	23	4.5%

Value	Count	Frequency (%)
30	17	3.4%
29	22	4.3%
28	28	5.5%
27	18	3.6%
26	22	4.3%
25	23	4.5%
24	24	4.7%
23	25	4.9%
22	30	5.9%
21	22	4.3%

Weather Condition
Categorical

Distinct	5
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Memory size	31.8 KiB

Rainy	117
Clear	110
Thunderstorm	100
Snowy	92
Windstorm	87

Length

Max length	12
Median length	5
Mean length	7.0711462
Min length	5

Characters and Unicode

Total characters	3578
Distinct characters	20
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Clear
2nd row	Rainy
3rd row	Windstorm
4th row	Clear
5th row	Snowy

Common Values

Value	Count	Frequency (%)
Rainy	117	23.1%
Clear	110	21.7%
Thunderstorm	100	19.8%
Snowy	92	18.2%
Windstorm	87	17.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
rainy	117	23.1%
clear	110	21.7%
thunderstorm	100	19.8%
snowy	92	18.2%
windstorm	87	17.2%

Most occurring characters

Value	Count	Frequency (%)
r	397	11.1%
n	396	11.1%
o	279	7.8%
a	227	6.3%
e	210	5.9%
y	209	5.8%
i	204	5.7%
t	187	5.2%
m	187	5.2%
d	187	5.2%
Other values (10)	1095	30.6%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	3578	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
r	397	11.1%
n	396	11.1%
o	279	7.8%
a	227	6.3%
e	210	5.9%
y	209	5.8%
i	204	5.7%
t	187	5.2%
m	187	5.2%
d	187	5.2%
Other values (10)	1095	30.6%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	3578	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
r	397	11.1%
n	396	11.1%
o	279	7.8%
a	227	6.3%
e	210	5.9%
y	209	5.8%
i	204	5.7%
t	187	5.2%
m	187	5.2%
d	187	5.2%
Other values (10)	1095	30.6%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	3578	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
r	397	11.1%
n	396	11.1%
o	279	7.8%
a	227	6.3%
e	210	5.9%
y	209	5.8%
i	204	5.7%
t	187	5.2%
m	187	5.2%
d	187	5.2%
Other values (10)	1095	30.6%

Maintenance Status
Categorical

Distinct	3
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Memory size	32.4 KiB

Completed	173
Scheduled	170
Pending	163

Length

Max length	9
Median length	9
Mean length	8.3557312
Min length	7

Characters and Unicode

Total characters	4228
Distinct characters	16
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Scheduled
2nd row	Completed
3rd row	Pending
4th row	Completed
5th row	Scheduled

Common Values

Value	Count	Frequency (%)
Completed	173	34.2%
Scheduled	170	33.6%
Pending	163	32.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
completed	173	34.2%
scheduled	170	33.6%
pending	163	32.2%

Most occurring characters

Value	Count	Frequency (%)
e	849	20.1%
d	676	16.0%
l	343	8.1%
n	326	7.7%
C	173	4.1%
o	173	4.1%
m	173	4.1%
p	173	4.1%
t	173	4.1%
S	170	4.0%
Other values (6)	999	23.6%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	4228	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	849	20.1%
d	676	16.0%
l	343	8.1%
n	326	7.7%
C	173	4.1%
o	173	4.1%
m	173	4.1%
p	173	4.1%
t	173	4.1%
S	170	4.0%
Other values (6)	999	23.6%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	4228	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	849	20.1%
d	676	16.0%
l	343	8.1%
n	326	7.7%
C	173	4.1%
o	173	4.1%
m	173	4.1%
p	173	4.1%
t	173	4.1%
S	170	4.0%
Other values (6)	999	23.6%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	4228	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	849	20.1%
d	676	16.0%
l	343	8.1%
n	326	7.7%
C	173	4.1%
o	173	4.1%
m	173	4.1%
p	173	4.1%
t	173	4.1%
S	170	4.0%
Other values (6)	999	23.6%

Component Health
Categorical

Distinct	3
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Memory size	31.9 KiB

Normal	174
Overheated	173
Faulty	159

Length

Max length	10
Median length	6
Mean length	7.3675889
Min length	6

Characters and Unicode

Total characters	3728
Distinct characters	15
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Normal
2nd row	Faulty
3rd row	Overheated
4th row	Normal
5th row	Faulty

Common Values

Value	Count	Frequency (%)
Normal	174	34.4%
Overheated	173	34.2%
Faulty	159	31.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
normal	174	34.4%
overheated	173	34.2%
faulty	159	31.4%

Most occurring characters

Value	Count	Frequency (%)
e	519	13.9%
a	506	13.6%
r	347	9.3%
l	333	8.9%
t	332	8.9%
N	174	4.7%
o	174	4.7%
m	174	4.7%
O	173	4.6%
v	173	4.6%
Other values (5)	823	22.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	3728	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	519	13.9%
a	506	13.6%
r	347	9.3%
l	333	8.9%
t	332	8.9%
N	174	4.7%
o	174	4.7%
m	174	4.7%
O	173	4.6%
v	173	4.6%
Other values (5)	823	22.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	3728	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	519	13.9%
a	506	13.6%
r	347	9.3%
l	333	8.9%
t	332	8.9%
N	174	4.7%
o	174	4.7%
m	174	4.7%
O	173	4.6%
v	173	4.6%
Other values (5)	823	22.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	3728	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	519	13.9%
a	506	13.6%
r	347	9.3%
l	333	8.9%
t	332	8.9%
N	174	4.7%
o	174	4.7%
m	174	4.7%
O	173	4.6%
v	173	4.6%
Other values (5)	823	22.1%

Duration of Fault (hrs)
Real number (ℝ)

Distinct	41
Distinct (%)	8.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.0081028

Minimum	2
Maximum	6
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.1 KiB

Quantile statistics

Minimum	2
5-th percentile	2.3
Q1	3
median	4
Q3	5
95-th percentile	5.8
Maximum	6
Range	4
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.1472712
Coefficient of variation (CV)	0.28623797
Kurtosis	-1.1938123
Mean	4.0081028
Median Absolute Deviation (MAD)	1
Skewness	0.024983872
Sum	2028.1
Variance	1.3162312
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=41)

Value	Count	Frequency (%)
5.8	19	3.8%
2.6	18	3.6%
5.2	17	3.4%
5.1	17	3.4%
3.3	17	3.4%
2.5	16	3.2%
2.3	16	3.2%
2.9	16	3.2%
4.6	16	3.2%
3.4	15	3.0%
Other values (31)	339	67.0%

Value	Count	Frequency (%)
2	4	0.8%
2.1	8	1.6%
2.2	11	2.2%
2.3	16	3.2%
2.4	10	2.0%
2.5	16	3.2%
2.6	18	3.6%
2.7	11	2.2%
2.8	13	2.6%
2.9	16	3.2%

Value	Count	Frequency (%)
6	8	1.6%
5.9	14	2.8%
5.8	19	3.8%
5.7	9	1.8%
5.6	6	1.2%
5.5	12	2.4%
5.4	11	2.2%
5.3	5	1.0%
5.2	17	3.4%
5.1	17	3.4%

Down time (hrs)
Real number (ℝ)

Distinct	61
Distinct (%)	12.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.9998024

Minimum	1
Maximum	7
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.1 KiB

Quantile statistics

Minimum	1
5-th percentile	1.3
Q1	2.3
median	4
Q3	5.7
95-th percentile	6.7
Maximum	7
Range	6
Interquartile range (IQR)	3.4

Descriptive statistics

Standard deviation	1.8423672
Coefficient of variation (CV)	0.46061455
Kurtosis	-1.355188
Mean	3.9998024
Median Absolute Deviation (MAD)	1.7
Skewness	0.040539268
Sum	2023.9
Variance	3.3943168
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.5	15	3.0%
6.6	13	2.6%
1.9	12	2.4%
6.3	12	2.4%
1.8	12	2.4%
6.9	12	2.4%
2	12	2.4%
2.5	12	2.4%
1.1	12	2.4%
2.8	11	2.2%
Other values (51)	383	75.7%

Value	Count	Frequency (%)
1	4	0.8%
1.1	12	2.4%
1.2	7	1.4%
1.3	4	0.8%
1.4	11	2.2%
1.5	15	3.0%
1.6	7	1.4%
1.7	9	1.8%
1.8	12	2.4%
1.9	12	2.4%

Value	Count	Frequency (%)
7	6	1.2%
6.9	12	2.4%
6.8	7	1.4%
6.7	11	2.2%
6.6	13	2.6%
6.5	10	2.0%
6.4	10	2.0%
6.3	12	2.4%
6.2	9	1.8%
6.1	10	2.0%

	Component Health	Current (A)	Down time (hrs)	Duration of Fault (hrs)	Fault Type	Maintenance Status	Power Load (MW)	Temperature (°C)	Voltage (V)	Weather Condition	Wind Speed (km/h)
Component Health	1.000	0.025	0.000	0.024	0.063	0.000	0.000	0.069	0.000	0.000	0.000
Current (A)	0.025	1.000	-0.071	0.028	0.000	0.039	0.076	0.027	0.096	0.000	0.059
Down time (hrs)	0.000	-0.071	1.000	0.022	0.072	0.056	-0.014	0.053	0.013	0.000	0.096
Duration of Fault (hrs)	0.024	0.028	0.022	1.000	0.000	0.059	0.062	-0.053	0.017	0.075	-0.068
Fault Type	0.063	0.000	0.072	0.000	1.000	0.000	0.105	0.000	0.000	0.000	0.040
Maintenance Status	0.000	0.039	0.056	0.059	0.000	1.000	0.038	0.000	0.000	0.064	0.089
Power Load (MW)	0.000	0.076	-0.014	0.062	0.105	0.038	1.000	0.090	0.040	0.011	-0.033
Temperature (°C)	0.069	0.027	0.053	-0.053	0.000	0.000	0.090	1.000	-0.036	0.000	-0.059
Voltage (V)	0.000	0.096	0.013	0.017	0.000	0.000	0.040	-0.036	1.000	0.038	-0.035
Weather Condition	0.000	0.000	0.000	0.075	0.000	0.064	0.011	0.000	0.038	1.000	0.000
Wind Speed (km/h)	0.000	0.059	0.096	-0.068	0.040	0.089	-0.033	-0.059	-0.035	0.000	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

	Fault ID	Fault Type	Fault Location (Latitude, Longitude)	Voltage (V)	Current (A)	Power Load (MW)	Temperature (°C)	Wind Speed (km/h)	Weather Condition	Maintenance Status	Component Health	Duration of Fault (hrs)	Down time (hrs)
0	F001	Line Breakage	(34.0522, -118.2437)	2200	250	50	25	20	Clear	Scheduled	Normal	2.0	1.0
1	F002	Transformer Failure	(34.056, -118.245)	1800	180	45	28	15	Rainy	Completed	Faulty	3.0	5.0
2	F003	Overheating	(34.0525, -118.244)	2100	230	55	35	25	Windstorm	Pending	Overheated	4.0	6.0
3	F004	Line Breakage	(34.055, -118.242)	2050	240	48	23	10	Clear	Completed	Normal	2.5	3.0
4	F005	Transformer Failure	(34.0545, -118.243)	1900	190	50	30	18	Snowy	Scheduled	Faulty	3.5	4.0
5	F006	Overheating	(34.05, -118.24)	2150	220	52	32	22	Thunderstorm	Pending	Overheated	5.0	7.0
6	F007	Line Breakage	(34.9449, -118.9839)	1994	233	51	23	21	Snowy	Completed	Normal	3.7	6.1
7	F008	Transformer Failure	(34.2294, -118.2988)	2133	229	52	20	18	Snowy	Scheduled	Normal	5.4	2.1
8	F009	Line Breakage	(34.1279, -118.8442)	2155	240	45	21	29	Rainy	Pending	Overheated	3.2	4.7
9	F010	Line Breakage	(34.4192, -118.8254)	2065	199	55	25	21	Clear	Scheduled	Normal	4.0	2.8

	Fault ID	Fault Type	Fault Location (Latitude, Longitude)	Voltage (V)	Current (A)	Power Load (MW)	Temperature (°C)	Wind Speed (km/h)	Weather Condition	Maintenance Status	Component Health	Duration of Fault (hrs)	Down time (hrs)
496	F497	Line Breakage	(34.8438, -118.1141)	1855	191	50	25	23	Clear	Pending	Normal	5.0	2.4
497	F498	Transformer Failure	(34.0532, -118.4305)	1902	185	45	34	12	Windstorm	Pending	Faulty	4.7	1.0
498	F499	Transformer Failure	(34.2564, -118.2993)	2134	191	53	38	19	Thunderstorm	Pending	Faulty	4.8	2.4
499	F500	Overheating	(34.1408, -118.4325)	2039	232	54	37	28	Rainy	Completed	Faulty	2.5	2.5
500	F501	Transformer Failure	(34.766, -118.5866)	2175	191	54	36	14	Windstorm	Scheduled	Faulty	5.2	1.5
501	F502	Overheating	(34.7734, -118.9645)	1970	185	47	31	27	Thunderstorm	Completed	Normal	4.7	1.4
502	F503	Transformer Failure	(34.2133, -118.1184)	2204	226	52	28	26	Rainy	Completed	Normal	3.7	1.4
503	F504	Transformer Failure	(34.979, -118.5646)	2181	234	52	26	28	Thunderstorm	Scheduled	Overheated	6.0	6.3
504	F505	Overheating	(34.5034, -118.4528)	2295	202	50	27	22	Snowy	Completed	Normal	4.2	3.0
505	F506	Line Breakage	(34.4455, -118.5557)	1941	186	51	31	24	Thunderstorm	Completed	Faulty	2.3	6.8

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Interactions

Correlations

Missing values

Sample